Healthcare Fax OCR Automation
How Quantal AI transformed manual healthcare fax processing into an automated, API-driven document extraction workflow.
Our Client
How Quantal AI transformed manual healthcare fax processing into an automated, API-driven document extraction workflow.
Quantal AI worked with a healthcare operations client to build a deployment-ready OCR API that automatically processes incoming healthcare fax PDFs and extracts the required identifiers.
Quantal AI proposed building a focused, API-driven OCR solution that could process incoming PDF fax documents, extract Agency IDs and Order IDs and return structured JSON to the client's existing workflow.
The objective was to automate a repetitive manual step in the document intake process without introducing a large, complex platform, creating a reliable and extensible foundation for future automation.
Industry
Healthcare
Services Provided
OCR Automation, Document Processing, AI Engineering
Tech Stack
FastAPI, Python 3.12, Adobe PDF Services, PyMuPDF, Docker, AWS CodeBuild, Amazon ECR, Gunicorn, Uvicorn
Outcome
Automated extraction of Agency IDs and Order IDs from healthcare fax PDFs into structured JSON responses
System Design
The workflow
The API accepts a single PDF, processes image-based or non-searchable content using Adobe PDF Services OCR, extracts the Agency ID and Order ID, and returns structured JSON to the client's workflow. The service also handles missing fields, invalid files, oversized uploads, unreadable PDFs, and OCR errors through defined responses.
1
PDF Upload
2
OCR
3
Text Extraction
4
ID Extraction
5
JSON Response
The Challenge
The Challenge
Healthcare fax workflows often involve extracting critical information from incoming PDF documents.
For this client, Agency IDs and Order IDs had to be manually located and transferred from faxed forms into downstream workflows. This created repetitive work and slowed document intake.
The client needed a focused solution that could automate this step without introducing a large, complex platform.
The Solution
The Solution
Quantal AI built a deployment-ready OCR API that automatically processes incoming healthcare fax PDFs and extracts the required identifiers.
Proven Outcome
Results and Impact
The solution helps the client:
01
Reduce Manual Work
Automated repetitive searching for Agency and Order IDs.
02
Speed Up Document Processing
Move faster from incoming fax to structured workflow data.
03
Standardize Downstream Data
Provide extracted identifiers through a consistent API response.
04
Create a Foundation for Future Automation
The focused architecture can be extended as document and workflow requirements evolve.
Deliverables
Built for Production
Rather than stopping at a working prototype, Quantal AI designed the service for deployment and operational reliability.
Key engineering considerations included:
PDF validation and file-size limits
Temporary-file cleanup
Responsive request handling
Defined error responses
UUID-based request tracing
Docker-based deployment
AWS CodeBuild and Amazon ECR integration
Under the Hood
Our Technology Stack
FastAPI
Python 3.12
Adobe PDF Services
PyMuPDF
Docker
AWS CodeBuild
Amazon ECR
Gunicorn
Uvicorn
Why Quantal AI
Why Businesses Choose Quantal AI for OCR and Document Processing
01
Proven experience building deployment-ready OCR and document automation solutions for healthcare operations workflows.
02
Deep expertise in API development, PDF processing and structured data extraction for production environments.
03
Focused architecture designed to automate specific workflow steps without introducing large, complex platforms.
04
Production-grade engineering with PDF validation, error handling, UUID-based request tracing and Docker-based deployment built in from day one.
The Expert Behind This Project
Meet the Expert
Meet Nagadia
Senior AI Engineer/Developer
4+ years of experience across Artificial Intelligence, Machine Learning, NLP, LLMs, RAG, Data Science, and AI-powered application development.
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Let's Automate Your Document Processing Workflow
Have repetitive document processing steps slowing down your intake workflow? Let's discuss how we can build a focused, deployment-ready solution around your specific requirements.
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